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Spectral vector search with ArrowSpace v1.0.0

Use this resource to set up spectral vector search over embeddings

New

  • 471 downloads
  • 188 likes
  • 191 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install spectral-vector-search-arrowspace

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent installs the library, prepares your data, configures graph parameters, then queries the index. It compares the spectral ranking with cosine similarity and checks for degenerate scores before drawing conclusions. Examples are fragments to adapt to your project.

Mostly picked by

Updated November 2, 2026

Card for the “Spectral vector search with ArrowSpace” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
Apache-2.0

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What you get

  • SKILL.md: installation, data preparation and graph parameters
  • SKILL.md: spectral query and comparison with cosine ranking

Good fit for

  • Your RAG returns passages that are close but not useful
  • You want to study the spectral structure of your embeddings

Not for

    Tags

    • embeddings
    • search
    • rag
    • graph

    About

    You say

    “Compare the spectral ranking and the cosine ranking on my FAQ corpus.”

    Card for the “Spectral vector search with ArrowSpace” skill

    Skill published by Genefold AI under the Apache-2.0 license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to set up spectral vector search over embeddings
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md5.1 KB

    Origin and licence

    Listed unmodified

    Author
    Genefold AI
    Source
    github.com/sickn33/agentic-awesome-skills/tree/e9809578fd426a284af017c5db99f8eb6628e6ca/skills/arrowspace
    Licence
    Apache-2.0

    Notice

    « arrowspace » (Genefold AI, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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